{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lecture 19 - Inverse Problems/Model Calibration: Classical Approaches\n",
    "\n",
    "## Objectives\n",
    "\n",
    "+ Appreciate the ubiquitousness of inverse problems through examples.\n",
    "+ Formulate inverse problems as optimization problems.\n",
    "+ Remember the adjoint method for dynamical systems.\n",
    "+ Demonstrate approach by applying it to the calibration of a reaction kinetics problem.\n",
    "+ Highlight the shortcomings of the classical approach to inverse problems.\n",
    "\n",
    "## Readings\n",
    "\n",
    "+ These notes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "import scipy.stats as st\n",
    "import scipy\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "mpl.rcParams['figure.dpi'] = 300\n",
    "import seaborn as sns\n",
    "sns.set_style('white')\n",
    "sns.set_context('talk')\n",
    "import pyDOE\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Definition of Inverse Problems\n",
    "\n",
    "Suppose that you have a model (any model really) that predicts a quantity of interest.\n",
    "Let's assume that this model has parameters that you do not know.\n",
    "These parameters could be simple scalars (mass, spring constant, dumping coefficients, etc.) or it could be also be functions (initial conditions, boundary values, spatially distributed constitutive relations, etc.)\n",
    "Let's denote all these parameters with the vector $x$.\n",
    "Assume that:\n",
    "$$\n",
    "x\\in\\mathcal{X} \\subset\\mathbb{R}^d.\n",
    "$$\n",
    "Now, let's say we perform an experiment that measures a *noisy* vector:\n",
    "$$\n",
    "y\\in\\mathcal{Y}\\subset \\mathbb{R}^m.\n",
    "$$\n",
    "Assume that, you can use your model *model* to predict $y$.\n",
    "It does not matter how complicated your model is.\n",
    "It could be a system of ordinary differential or partial differential equations, or something more complicated.\n",
    "If it predicts $y$, you can always think of it as a function from the unknown parameter space $\\mathcal{X}$ to the space of $y$'s, $\\mathcal{Y}\\subset\\mathbb{R}^m$.\n",
    "That is, you can think of it as giving rise to a function:\n",
    "$$\n",
    "f :\\mathcal{X} \\rightarrow \\mathcal{Y}.\n",
    "$$\n",
    "\n",
    "The **inverse problem**, otherwise known as the **model calibration** problem is to find the ``best`` $x\\in\\mathcal{X}$ so that:\n",
    "$$\n",
    "f(x) \\approx y.\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Formulation of Inverse Problems as Optimization Problems\n",
    "Saying that $f(x)\\approx y$ is not an exact mathematical statement.\n",
    "What does it really mean for $f(x)$ to be close to $y$?\n",
    "To quantify this, let us introduce a *loss metric*:\n",
    "$$\n",
    "\\ell: \\mathcal{Y}\\times\\mathcal{Y}\\rightarrow \\mathbb{R},\n",
    "$$\n",
    "such that $\\ell(f(x),y)$ is how much our prediction is off if we chose the input $x\\in\\mathcal{X}$.\n",
    "Equiped with this loss metric, we can formulate the mathematical problem as:\n",
    "$$\n",
    "\\min_{x\\in\\mathcal{X}} \\ell(f(x),y).\n",
    "$$\n",
    "\n",
    "### The Square Loss\n",
    "The choice of the metric is somewhat subjective (it depends on what it means to be wrong in your problem).\n",
    "However, a very common assumption is that to take the *square loss*:\n",
    "$$\n",
    "\\ell(f(x), y) = \\frac{1}{2}\\parallel f(x) - y\\parallel_2^2 = \\frac{1}{2}\\sum_{i=1}^m\\left(f_i(x)-y_i\\right)^2.\n",
    "$$\n",
    "For this case, the inverse problem can be formulated as:\n",
    "$$\n",
    "\\min_{x\\in\\mathcal{X}}\\frac{1}{2}\\parallel f(x) - y\\parallel_2^2.\n",
    "$$\n",
    "\n",
    "### Solution Methodologies\n",
    "We basically have to solve an optimization problem.\n",
    "For the square loss function, if $f(x)$ is linear, then you get the classic least squares problem which has a known solution.\n",
    "Otherwise, you get what is known as *generalized least squares*.\n",
    "There are many algorithms that you could use this problem.\n",
    "Several are implemented in [scipy.optimize](https://docs.scipy.org/doc/scipy/reference/optimize.html).\n",
    "If you are able to implement (and you should) your model as a simple python function, then you can use them.\n",
    "The absolutely, essential thing that you need to provide to these methods is the function they are optimizing, i.e.,\n",
    "$$\n",
    "L(x,y) = \\ell(f(x),y).\n",
    "$$\n",
    "\n",
    "### Numerical Estimation of Derivatives\n",
    "Most of the methods in [scipy.optimize](https://docs.scipy.org/doc/scipy/reference/optimize.html) require the specification of the gradient:\n",
    "$$\n",
    "\\nabla L(x,y) = \\left(\\frac{\\partial L(x)}{\\partial x_1},\\dots,\\frac{\\partial L(x)}{\\partial x_d}\\right)\\in\\mathbb{R}^d.\n",
    "$$\n",
    "If you do not supply this function, then ``scipy`` will approximate it numerically with a [first order finite differences](https://en.wikipedia.org/wiki/Numerical_differentiation).\n",
    "The approximation they use is:\n",
    "$$\n",
    "\\frac{\\partial L(x,y)}{\\partial x_i} \\approx \\frac{L(x + he_i,y) - L(x,y)}{h},\n",
    "$$\n",
    "where $e_i\\in\\mathbb{R}^d$ is the $i$-th standard orthonormal unit vector of $\\mathbb{R}^d$ and $h$ is a small number, e.g., $h=10^{-6}$.\n",
    "This computational costs $d$ times the evaluation of the objective function.\n",
    "Thus, it is impractical for expensive models and high-dimensions.'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: Catalytic Conversion of Nitrate to Nitrogen\n",
    "\n",
    "This is Example 3.1 of [(Tsilifis, 2014)](http://arxiv.org/abs/1410.5522).\n",
    "\n",
    "Consider the catalytic\n",
    "conversion of nitrate ($\\mbox{NO}_3^-$) to nitrogen ($\\mbox{N}_2$) and other\n",
    "by-products by electrochemical means.\n",
    "The mechanism that is followed is complex and not well understood.\n",
    "The experiment of [(Katsounaros, 2012)](http://www.sciencedirect.com/science/article/pii/S0013468612005208) confirmed the\n",
    "production of nitrogen ($\\mbox{N}_2$), ammonia\n",
    "($\\mbox{NH}_3$), and nitrous oxide ($\\mbox{N}_2\\mbox{O}$) as final products\n",
    "of the reaction, as well as the intermediate production of nitrite ($\\mbox{NO}_2^-$).\n",
    "The data are reproduced in [Comma-separated values](https://en.wikipedia.org/wiki/Comma-separated_values) (CSV) and stored in\n",
    "[data/catalysis.csv](data/catalysis.csv).\n",
    "The time is measured in minutes and the conentrations are measured in $\\mbox{mmol}\\cdot\\mbox{L}^{-1}$.\n",
    "Let's load the data into this notebook using the [Pandas](http://pandas.pydata.org) Python module:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>NO3</th>\n",
       "      <th>NO2</th>\n",
       "      <th>N2</th>\n",
       "      <th>NH3</th>\n",
       "      <th>N2O</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>500.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "      <td>250.95</td>\n",
       "      <td>107.32</td>\n",
       "      <td>18.51</td>\n",
       "      <td>3.33</td>\n",
       "      <td>4.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>123.66</td>\n",
       "      <td>132.33</td>\n",
       "      <td>74.85</td>\n",
       "      <td>7.34</td>\n",
       "      <td>20.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>90</td>\n",
       "      <td>84.47</td>\n",
       "      <td>98.81</td>\n",
       "      <td>166.19</td>\n",
       "      <td>13.14</td>\n",
       "      <td>42.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>120</td>\n",
       "      <td>30.24</td>\n",
       "      <td>38.74</td>\n",
       "      <td>249.78</td>\n",
       "      <td>19.54</td>\n",
       "      <td>55.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>150</td>\n",
       "      <td>27.94</td>\n",
       "      <td>10.42</td>\n",
       "      <td>292.32</td>\n",
       "      <td>24.07</td>\n",
       "      <td>60.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>180</td>\n",
       "      <td>13.54</td>\n",
       "      <td>6.11</td>\n",
       "      <td>309.50</td>\n",
       "      <td>27.26</td>\n",
       "      <td>62.54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Time     NO3     NO2      N2    NH3    N2O\n",
       "0     0  500.00    0.00    0.00   0.00   0.00\n",
       "1    30  250.95  107.32   18.51   3.33   4.98\n",
       "2    60  123.66  132.33   74.85   7.34  20.14\n",
       "3    90   84.47   98.81  166.19  13.14  42.10\n",
       "4   120   30.24   38.74  249.78  19.54  55.98\n",
       "5   150   27.94   10.42  292.32  24.07  60.65\n",
       "6   180   13.54    6.11  309.50  27.26  62.54"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import io\n",
    "import requests\n",
    "url=\"https://raw.githubusercontent.com/PredictiveScienceLab/uq-course/master/lectures/catalysis.csv\"\n",
    "s=requests.get(url).content\n",
    "catalysis_data = pd.read_csv(io.StringIO(s.decode('utf-8')))\n",
    "catalysis_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize the data using [Matplotlib](http://matplotlib.org):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a1a555690>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "catalysis_data.plot(style='s', x=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The theory of catalytic reactions guarantees that the total mass must be conserved.\n",
    "However, this is not the case in our dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    500.00\n",
       "1    415.09\n",
       "2    418.32\n",
       "3    494.71\n",
       "4    514.28\n",
       "5    565.40\n",
       "6    598.95\n",
       "dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalysis_data.sum(axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This inconsistency suggests the existence of an intermediate unobserved reaction product X.\n",
    "[(Katsounaros, 2012)](http://www.sciencedirect.com/science/article/pii/S0013468612005208) suggested that the following reaction path shown in the following figure.\n",
    "\n",
    "![](scheme.png \"Reaction Scheme\")\n",
    "\n",
    "The dynamical system associated with the reaction is:\n",
    "$$\n",
    "\\begin{array}{cc}\n",
    "\\frac{d \\left[\\mbox{NO}_3^-\\right]}{dt} &= -k_1\\left[\\mbox{NO}_3^-\\right], \\\\\n",
    "\\frac{d\\left[\\mbox{NO}_2^-\\right]}{dt} &= k_1\\left[\\mbox{NO}_3^-\\right] - (k_2 + k_4 +\n",
    "k_5)[\\mbox{NO}_2^-], \\\\\n",
    "\\frac{d \\left[\\mbox{X}\\right]}{dt} &= k_2 \\left[\\mbox{NO}_2^-\\right] - k_3 [X],\\\\\n",
    "\\frac{d \\left[\\mbox{N}_2\\right]}{dt} &= k_3 \\left[\\mbox{X}\\right], \\\\\n",
    "\\frac{d \\left[\\mbox{NH}_3\\right]}{dt} &= k_4 \\left[\\mbox{NO}_2^-\\right],\\\\\n",
    "\\frac{d \\left[\\mbox{N}_2O\\right]}{dt} &= k_5 \\left[\\mbox{NO}_2^-\\right],\n",
    "\\end{array}\n",
    "$$\n",
    "where $[\\cdot]$ denotes the concentration of a quantity, and\n",
    "$k_i > 0$, $i=1,...5$ are the *kinetic rate constants*."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Formulation of the Inverse Problem\n",
    "\n",
    "#### Step 1: Making our life easier by simplifying the notation\n",
    "Note that this is actually a linear system.\n",
    "To simplify our notation, let's define:\n",
    "$$\n",
    "\\begin{array}{ccc}\n",
    "z_1 &:=& \\left[\\mbox{NO}_3^-\\right],\\\\\n",
    "z_2 &:=& \\left[\\mbox{NO}_2^-\\right],\\\\\n",
    "z_3 &:=& \\left[\\mbox{X}\\right],\\\\\n",
    "z_4 &:=& \\left[\\mbox{N}_2\\right],\\\\\n",
    "z_5 &:=& \\left[\\mbox{NH}_3\\right],\\\\\n",
    "z_6 &:=& \\left[\\mbox{N}_2O\\right],\n",
    "\\end{array}\n",
    "$$\n",
    "the vector:\n",
    "$$\n",
    "z = (z_1,z_2,z_3,z_4,z_5,z_6),\n",
    "$$\n",
    "and the matrix:\n",
    "$$\n",
    "A(k_1,\\dots,k_5) = \\left(\\begin{array}{cccccc}\n",
    "-k_1 & 0 & 0 & 0 & 0 & 0\\\\\n",
    "k_1 & -(k_2+k_4+k_5) & 0 & 0 & 0 & 0\\\\\n",
    "0 & k_2 & -k_3 & 0 & 0 & 0\\\\\n",
    "0 & 0 & k_3 & 0 & 0 & 0\\\\\n",
    "0 & k_4 & 0 & 0 & 0 & 0\\\\\n",
    "0 & k_5 & 0 & 0 & 0 & 0\n",
    "\\end{array}\\right)\\in\\mathbb{R}^{6\\times 6}.\n",
    "$$\n",
    "With these definitions, the dynamical system becomes:\n",
    "$$\n",
    "\\dot{z} = A(k_1,\\dots,k_5)z,\n",
    "$$\n",
    "with initial conditions\n",
    "$$\n",
    "z(0) = z_0 = (500, 0, 0, 0, 0, 0)\\in\\mathbb{R}^6,\n",
    "$$\n",
    "read directly from the experimental data.\n",
    "What we are definitely going to need is a solver for this system.\n",
    "That's easy.\n",
    "Let's denote the solution of the system at time $t$ by:\n",
    "$$\n",
    "z(t;k_1,\\dots,k_5).\n",
    "$$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 2: Scale the unknown parameters to your best of your abilities\n",
    "The constraints you have on your parameters, the better.\n",
    "If you do have constraints, you would have to use constrained optimization algorithms.\n",
    "The way you scale things depend on the problem.\n",
    "Here we would think as follows:\n",
    "\n",
    "+ $k_i$ has units of inverse time. It is proparly appropriate to scale it with the total time which is 180 minutes.\n",
    "So, let's just multiply $k_i$ with 180. This makes the resulting variable dimensionless:\n",
    "$$\n",
    "\\hat{x}_i = 180k_i.\n",
    "$$\n",
    "\n",
    "+ $k_i$ is positive, therefore $\\hat{x_i}$ must be positive.\n",
    "So, let's just work with the logarithm of $\\hat{x_i}$:\n",
    "$$\n",
    "x_i = \\log \\hat{x_i} = \\log 180k_i.\n",
    "$$\n",
    "\n",
    "+ define the parameter vector:\n",
    "$$\n",
    "x = (x_1,\\dots,x_5)\\in\\mathcal{X} = \\mathbb{R}^5.\n",
    "$$\n",
    "\n",
    "From now on, we will write\n",
    "$$\n",
    "A = A(x),\n",
    "$$\n",
    "for the matrix of the dynamical system, and\n",
    "$$\n",
    "z = z(t;x),\n",
    "$$\n",
    "for the solution at $t$ given that the parameters are $x$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 3: Making the connection between our model and the experimental measurements\n",
    "Our experimental data include measurements of everything except $z_3$ at times six (6) time instants:\n",
    "$$\n",
    "t_j = 30j\\;\\mbox{minutes},\n",
    "$$\n",
    "$j=1,\\dots,6$.\n",
    "\n",
    "Now, let $Y\\in\\mathbb{R}^{5\\times 6}$ be the experimental measurements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>NO3</th>\n",
       "      <th>NO2</th>\n",
       "      <th>N2</th>\n",
       "      <th>NH3</th>\n",
       "      <th>N2O</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "      <td>250.95</td>\n",
       "      <td>107.32</td>\n",
       "      <td>18.51</td>\n",
       "      <td>3.33</td>\n",
       "      <td>4.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "      <td>123.66</td>\n",
       "      <td>132.33</td>\n",
       "      <td>74.85</td>\n",
       "      <td>7.34</td>\n",
       "      <td>20.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>90</td>\n",
       "      <td>84.47</td>\n",
       "      <td>98.81</td>\n",
       "      <td>166.19</td>\n",
       "      <td>13.14</td>\n",
       "      <td>42.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>120</td>\n",
       "      <td>30.24</td>\n",
       "      <td>38.74</td>\n",
       "      <td>249.78</td>\n",
       "      <td>19.54</td>\n",
       "      <td>55.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>150</td>\n",
       "      <td>27.94</td>\n",
       "      <td>10.42</td>\n",
       "      <td>292.32</td>\n",
       "      <td>24.07</td>\n",
       "      <td>60.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>180</td>\n",
       "      <td>13.54</td>\n",
       "      <td>6.11</td>\n",
       "      <td>309.50</td>\n",
       "      <td>27.26</td>\n",
       "      <td>62.54</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Time     NO3     NO2      N2    NH3    N2O\n",
       "1    30  250.95  107.32   18.51   3.33   4.98\n",
       "2    60  123.66  132.33   74.85   7.34  20.14\n",
       "3    90   84.47   98.81  166.19  13.14  42.10\n",
       "4   120   30.24   38.74  249.78  19.54  55.98\n",
       "5   150   27.94   10.42  292.32  24.07  60.65\n",
       "6   180   13.54    6.11  309.50  27.26  62.54"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "catalysis_data[1:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can think of the measurements as vector by flattening the matrix:\n",
    "$$\n",
    "y = \\operatorname{vec}(Y)\\in\\mathbb{R}^{30}.\n",
    "$$\n",
    "Note that ``vec`` is the vectorization operator."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What is the connection between the solution of the dynamical system $z(t,x)$ and the experimental data?\n",
    "It is as follows:\n",
    "$$\n",
    "\\begin{array}{ccc}\n",
    "z_1(30j;x) &\\longrightarrow& Y_{j1},\\\\\n",
    "z_2(30j;x) &\\longrightarrow& Y_{j2},\\\\\n",
    "z_4(30j;x) &\\longrightarrow& Y_{j3},\\\\\n",
    "z_5(30j;x) &\\longrightarrow& Y_{j4},\\\\\n",
    "z_6(30j;x) &\\longrightarrow& Y_{j5},\n",
    "\\end{array}\n",
    "$$\n",
    "for $j=1,\\dots,6$.\n",
    "\n",
    "We are now ready to define a function:\n",
    "$$\n",
    "f:\\mathcal{X} \\rightarrow \\mathcal{Y}=\\mathbb{R}^{30}_+,\n",
    "$$\n",
    "as follows:\n",
    "+ Define the matrix function:\n",
    "$$\n",
    "F:\\mathcal{X} \\rightarrow \\mathbb{R}^{5\\times 6},\n",
    "$$\n",
    "by:\n",
    "$$\n",
    "\\begin{array}{ccccc}\n",
    "F_{j1}(x) &=& z_1(30j;x)&\\longrightarrow& Y_{j1},\\\\\n",
    "F_{j2}(x) &=& z_2(30j;x) &\\longrightarrow& Y_{j2},\\\\\n",
    "F_{j3}(x) &=& z_4(30j;x) &\\longrightarrow& Y_{j3},\\\\\n",
    "F_{j4}(x) &=& z_5(30j;x) &\\longrightarrow& Y_{j4},\\\\\n",
    "F_{j5}(x) &=& z_6(30j;x) &\\longrightarrow& Y_{j5},\n",
    "\\end{array}\n",
    "$$\n",
    "+ And flatten that function:\n",
    "$$\n",
    "f(x) = \\operatorname{vec}(F(x))\\in\\mathbb{R}^{30}.\n",
    "$$\n",
    "\n",
    "Now, we have made the connection with our theoretical formulation of inverse problems crystal clear."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 4: Programming our solver and the loss function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.integrate\n",
    "\n",
    "def A(x):\n",
    "    \"\"\"\n",
    "    Return the matrix of the dynamical system.\n",
    "    \"\"\"\n",
    "    # Scale back to the k's\n",
    "    k = np.exp(x) / 180.\n",
    "    res = np.zeros((6,6))\n",
    "    res[0, 0] = -k[0]\n",
    "    res[1, 0] = k[0]\n",
    "    res[1, 1] = -(k[1] + k[3] + k[4])\n",
    "    res[2, 1] = k[1]\n",
    "    res[2, 2] = -k[2]\n",
    "    res[3, 2] = k[2]\n",
    "    res[4, 1] = k[4] # swapping\n",
    "    res[5, 1] = k[3]\n",
    "    return res\n",
    "    \n",
    "\n",
    "def g(z, t, x):\n",
    "    \"\"\"\n",
    "    The right hand side of the dynamical system.\n",
    "    \"\"\"\n",
    "    return np.dot(A(x), z)\n",
    "\n",
    "\n",
    "# The initial conditions\n",
    "z0 = np.array([500., 0., 0., 0., 0., 0.])\n",
    "\n",
    "\n",
    "# The times at which we need the solution (experimental times)\n",
    "t_exp = np.array([30. * j for j in range(1, 7)])\n",
    "\n",
    "# The experimental data as a matrix\n",
    "Y = catalysis_data[1:].values[:, 1:]\n",
    "\n",
    "# The experimental as a vector\n",
    "y = Y.flatten()\n",
    "\n",
    "# The full solution of the dynamical system\n",
    "def Z(x, t):\n",
    "    \"\"\"\n",
    "    Returns the solution for parameters x at times t.\n",
    "    \"\"\"\n",
    "    return scipy.integrate.odeint(g, z0, t, args=(x,))\n",
    "\n",
    "\n",
    "# The matrix function F (matches to Y)\n",
    "def F(x, t):\n",
    "    res = Z(x, t)\n",
    "    return np.hstack([res[:, :2], res[:, 3:]])\n",
    "    \n",
    "\n",
    "# The function f (matches to y)\n",
    "def f(x, t):\n",
    "    return F(x, t).flatten()\n",
    "\n",
    "# Finally, the loss function that we need to minimize over x:\n",
    "def L(x, t, y):\n",
    "    return 0.5 * np.sum((f(x, t) / 500. - y / 500.) ** 2) # We scale for numerical stability"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's optimize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      fun: 0.16530885869101072\n",
      " hess_inv: array([[ 16.99555053,   0.98274475, -11.54174155, -15.02991537,\n",
      "          1.76598683],\n",
      "       [  0.98274475,  10.76517125,  -8.84720141,   2.72903088,\n",
      "         12.79120621],\n",
      "       [-11.54174155,  -8.84720141,  24.6192059 ,  12.73298415,\n",
      "         -0.87078395],\n",
      "       [-15.02991537,   2.72903088,  12.73298415,  32.18036602,\n",
      "         16.29029732],\n",
      "       [  1.76598683,  12.79120621,  -0.87078395,  16.29029732,\n",
      "         41.95197226]])\n",
      "      jac: array([-7.34254718e-06, -9.93907452e-06, -3.46824527e-06,  1.03004277e-06,\n",
      "       -2.05822289e-06])\n",
      "  message: 'Optimization terminated successfully.'\n",
      "     nfev: 350\n",
      "      nit: 43\n",
      "     njev: 50\n",
      "   status: 0\n",
      "  success: True\n",
      "        x: array([ 1.92552424,  2.01890111,  1.42464678,  0.26483751, -0.52599443])\n"
     ]
    }
   ],
   "source": [
    "import scipy.optimize\n",
    "\n",
    "# Initial guess for x\n",
    "x0 = np.random.randn(5)\n",
    "\n",
    "# Optimize\n",
    "res = scipy.optimize.minimize(L, x0, args=(t_exp, y))\n",
    "\n",
    "print(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 3000x3000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = res.x\n",
    "t = np.linspace(0, 180, 100)\n",
    "x1 = np.array([1.359, 1.657, 1.347, -.16, -1.01])\n",
    "Yp = Z(x, t)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "catalysis_data.plot(ax=ax, style='s', x=0)\n",
    "ax.plot(t, Yp[:, 0], color=sns.color_palette()[0], label='Model NO3-')\n",
    "ax.plot(t, Yp[:, 1], color=sns.color_palette()[1], label='Model NO2-')\n",
    "ax.plot(t, Yp[:, 2], color=sns.color_palette()[5], label='Model X')\n",
    "ax.plot(t, Yp[:, 3], color=sns.color_palette()[2], label='Model N2')\n",
    "ax.plot(t, Yp[:, 4], color=sns.color_palette()[3], label='Model NH3')\n",
    "ax.plot(t, Yp[:, 5], color=sns.color_palette()[4], label='Model N2O')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Questions\n",
    "\n",
    "+ Are you satisfied with the above model calibration?\n",
    "+ Rerun the code. Does the algorithm always work? Do you find exactly the same $x$?\n",
    "+ Start from an initial $x$ that is very far away from the zero. Like all 10's. What do you find?\n",
    "+ What is the average number of function evaluations that you need (see ``nfev`` as reported when we print ``res``)? Can this method be easily applied to expensive models?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Estimating the Derivatives\n",
    "### Automatic Differentiation\n",
    "If you have access to the source code producing $L(x)$, including all details of your model $f(x)$, you could use one of the automatic differentiation methodologies.\n",
    "These see your source code as a mathematical function and they attemp to differntiate it directly using the chain rule.\n",
    "We are not using any of those because they do require a little bit of low-level coding.\n",
    "\n",
    "### Analytical Differentiation\n",
    "Let's use the chain rule to take the derivative of $L(x)$ with respect to $x_i$.\n",
    "We have:\n",
    "$$\n",
    "\\begin{array}{ccc}\n",
    "\\frac{\\partial L(x,y)}{\\partial x_i} &=& \\sum_{j=1}^m \\frac{\\partial \\ell(f(x),y)}{\\partial x_i}\\\\\n",
    "&=& \\sum_{j=1}^m \\frac{\\partial \\ell(f(x),y)}{\\partial f_j}\\frac{\\partial f_j(x)}{\\partial x_i}.\n",
    "\\end{array}\n",
    "$$\n",
    "For the square loss, we get:\n",
    "$$\n",
    "\\begin{array}{ccc}\n",
    "\\frac{\\partial L(x,y)}{\\partial x_i} &=& \\frac{\\partial \\frac{1}{2}\\parallel f(x)-y\\parallel_2^2}{\\partial x_i}\\\\\n",
    "&=& \\sum_{j=1}^m \\left(f_j(x)-y_j\\right)\\frac{\\partial f_j(x)}{\\partial x_i}.\n",
    "\\end{array}\n",
    "$$\n",
    "So, you see that what we really need is the **Jacobian matrix**:\n",
    "$$\n",
    "\\nabla f(x) = \\left(\n",
    "\\begin{array}{ccc}\n",
    "\\frac{\\partial f_1(x)}{\\partial x_1} & \\dots & \\frac{\\partial f_1(x)}{\\partial x_d}\\\\\n",
    "\\vdots & \\ddots & \\vdots\\\\\n",
    "\\frac{\\partial f_m(x)}{\\partial x_1} & \\dots & \\frac{\\partial f_m(x)}{\\partial x_d}\n",
    "\\end{array}\n",
    "\\right)\\in\\mathbb{R}^{m\\times d}.\n",
    "$$\n",
    "If your model is dynamical system (or a partial differential equation) you can use the method of adjoints to build it, see [Lecture 15](./hadnout_15.ipynb).\n",
    "We will give a brief reminder below."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example: The Adjoint of the Catalysis Problem\n",
    "\n",
    "We have already shown that the dynamical system corresponding to our catalysis model is:\n",
    "$$\n",
    "\\dot{z} = A(x)z,\n",
    "$$\n",
    "with\n",
    "$$\n",
    "z(0) = z_0.\n",
    "$$\n",
    "Let $z(t;x)$ denote the solution as a function of time and the parameters $x$.\n",
    "We will derive the a dynamical system that describes the evolution of: \n",
    "$$\n",
    "z_{,j} := \\frac{\\partial z}{\\partial x_j} = \\left(\\frac{\\partial z_1}{\\partial x_j},\\dots,\\frac{\\partial z_6}{\\partial x_j}\\right).\n",
    "$$\n",
    "We have from the chain rule:\n",
    "$$\n",
    "\\begin{array}{ccc}\n",
    "\\dot{z_{,j}} &=& \\frac{\\partial\\dot{z}}{\\partial x_j}\\\\\n",
    "&=& \\frac{\\partial}{\\partial x_j}\\left(A(x)z\\right)\\\\\n",
    "&=& \\frac{\\partial A(x)}{\\partial x_i}z + A(x)\\frac{\\partial z}{\\partial x_j}\n",
    "\\end{array}\n",
    "$$\n",
    "So, for each $j=1,2,\\dots,d$, we need to solve the dynamical system:\n",
    "$$\n",
    "\\dot{z_{,j}} = \\frac{\\partial A(x)}{\\partial x_i}z + A(x)z_{,j},\n",
    "$$\n",
    "with initial conditions:\n",
    "$$\n",
    "z_{,j}(0) = \\frac{\\partial z_0}{\\partial x_j}.\n",
    "$$\n",
    "So, we see that we need to solve 6 additional dynamical systems that depend on the solution of the original one.\n",
    "They are completly independent.\n",
    "The implementation is a little bit involved. We are going to import the code from a source file.\n",
    "We are using the implementation from [(Tsilifis et al., 2015)](http://verification.asmedigitalcollection.asme.org/article.aspx?articleid=2534444).\n",
    "The files are in this repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "numerical derivative:\n",
      "[ 0.23009056  0.10116187  0.11691341 -0.03142867  0.0164226 ]\n",
      "analytical derivative:\n",
      "[ 0.23009136  0.10116067  0.1169137  -0.03142946  0.01642469]\n"
     ]
    }
   ],
   "source": [
    "# For this to work in Google colab, you need to\n",
    "# copy the entire directory lectures/demos so that it is visible\n",
    "# to your Google drive so that it is visible from this notebook.\n",
    "# For your convenience there is a demo.zip file here:\n",
    "# https://github.com/PredictiveScienceLab/uq-course/tree/master/lectures\n",
    "# U\n",
    "from demos.catalysis import CatalysisModel\n",
    "solver = CatalysisModel()  # This works with the k's.\n",
    "\n",
    "# Let's define the loss function\n",
    "def L_with_jac(x, y):\n",
    "    k = np.exp(x) / 180.\n",
    "    sol = solver(k)\n",
    "    y = y / 500.\n",
    "    f = sol['f'][0][5:] / 500\n",
    "    dfdk = sol['f_grad'][0][5:, :] / 500.\n",
    "    dfdx = np.einsum('ij,j->ij', dfdk, k)\n",
    "    tmp = (f - y)\n",
    "    dLdx = np.einsum('ij,i->j', dfdx, tmp)\n",
    "    L = 0.5 * np.sum(tmp ** 2)\n",
    "    return L, dLdx\n",
    "\n",
    "# Never trust yourself when you are implementing derivatives.\n",
    "# It's always a good idea to test it.\n",
    "def f_test(x, y):\n",
    "    return L_with_jac(x, y)[0]\n",
    "\n",
    "print('numerical derivative:')\n",
    "print(scipy.optimize.approx_fprime(x, f_test, 1e-6, y))\n",
    "print('analytical derivative:')\n",
    "print(L_with_jac(x, y)[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      fun: 0.007413759874417741\n",
      " hess_inv: array([[ 2.06072279,  0.09306871, -2.27656354, -0.11908146, -0.32518153],\n",
      "       [ 0.09306871,  7.9190706 , -7.86732704,  3.65746672,  0.23554845],\n",
      "       [-2.27656354, -7.86732704, 19.56438719,  3.11756718, 11.34454531],\n",
      "       [-0.11908146,  3.65746672,  3.11756718, 20.06217742,  6.87501855],\n",
      "       [-0.32518153,  0.23554845, 11.34454531,  6.87501855, 90.16763272]])\n",
      "      jac: array([ 2.68250888e-06,  2.56294375e-06,  8.34445721e-07, -6.97088180e-07,\n",
      "       -2.41033882e-07])\n",
      "  message: 'Optimization terminated successfully.'\n",
      "     nfev: 36\n",
      "      nit: 35\n",
      "     njev: 36\n",
      "   status: 0\n",
      "  success: True\n",
      "        x: array([ 1.35943431,  1.65881834,  1.34577112, -0.1605289 , -1.0487132 ])\n"
     ]
    }
   ],
   "source": [
    "# They look fine, let's now solve the problem again using the adjoint derivative:\n",
    "# Initial guess for x\n",
    "x0 = np.random.randn(5)\n",
    "#x0 = 10 * np.ones(5)\n",
    "\n",
    "# Optimize\n",
    "res = scipy.optimize.minimize(L_with_jac, x0, jac=True, args=(y))\n",
    "\n",
    "print(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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ZMy1YsEB+fn7FyhkeHq6oqCg99dRThg1w06dPV48ePSze8CdJycnJWrRokWGsa9euioyMtNrY92cTJ05Uamqqli1bZvMzlixYsMDsRsXfjRo1SuPHjy9WPk9PT82aNUuPPPKI9u/fbxafMWOGevbsaVOzYEU1ZcoUDRo0SImJiVb39u3bVw8++KATqgIAAAAAAJUR1/EAAHCTGd7RttG8X+761cGVAAAAFN/Vy/H6/NV/6sSP22nsg81yszJ14sftWjjhBV29HF/W5ZQLrq6uCg8PN1tPT08v0WjevXv3Kj7+xu+tt7e3evXqVeIajcydO9dw3d3dXZGRkcVu7Ptdr1699NBDDxnGTpw4oQ0bNhT5fExMjDIyMszWPTw89Pbbb8vNrXifsTaZTHrjjTdUo0aNYj33V9nZ2Zo3b55hrE2bNnrllVdKlLdKlSqaPn26vLy8zGLHjx9XbGxsifJWFAEBAZoyZYrVfUFBQTbtAwAAAAAAsITmPgAAbjIRreuqWhV3q/u2nkzUuSvpTqgIAADAdjsXf6VriQllXQYqqNSEy9q52Ph2tZtRRESE4brRDXzWrFixwmwtLCxMVapUKXYuSxISEiw2jY0ePVotW7YsVf4XX3xRdesa317+1VdfFfms0dcvSQ888IAaNGhQonr8/Pz0wgsvlOjZ361bt04pKSmGsZdfflnu7tZ/NrQkODhYI0aMMIzFxMSUOG9Fceedd1r8+n83duxYVavGbaEAAAAAAKDkaO4DAOAm4+XuqqEd6tm096vdcQ6uBgAAwHY5WZk6ssV4HCdgqyNbNiqHWx8lSZ06dTK8GW7Tpk3KycmxOU9+fr7Wrl1rtm7vkbwbN25UQUGB2brJZNLIkSNLnd/Ly0vDhg0zjO3cuVPXrl0zjMXFxenIkSOGscGDB5eqpoEDB8rb27vEz69cudJwvX379ur8/9m7z/Aoq/z/45+ZFEISAgRCDy200EUIXekQioCCdMRd17rr/rAhCoorWLDsqqvrShGBUKSJSFNKUEIJCIKUUAVCSwgkkEomyfwfeOl/Mfek3jNp79d1+YBzzv09H2LgYjLfOadjxwLX/c2DDz5oOB4eHm54kmFpc+1azs3m8+fPz9efJQAAAAAAgD+iuQ8AgDJoTEjdPK1bsT9a6RnZ3zwDAAAoCpkZGcrKzCzqGCjhsjIzlJmRUdQxigU3Nzf17ds323hSUpJ27tyZ5zqRkZGKi4u7Y8zPz0/du3cvdMb/FRERYTjepUsX1a6dtw8w5WbEiBFyc3PLNp6RkaHdu3cbPrN//37D8fr166t58+aFyuPt7a1evXoV6NmMjAzt3bvXcM7o/3tBBAUFGX7tbTab9u3bZ8oexdXixYtzva752LFj+uCDD1yUCAAAAAAAlEY09wEAUAY1qV5B7etVznVdXFK6th6PcUEiAACA3Lm5u8tq0HQD5IfVzV1u7u5FHaPYMONqXqPT4fr06SNPT88C5zJy5MgRw/EuXbqYtkf16tUVFBRkOHf48GHD8YMHDxqOt23b1pRM3bp1K9BzJ0+eVFJSkuGcmY2XHTp0MBz/6aefTNujuImKitLbb7+dp7Xz589XZGSkkxMBAAAAAIDSiuY+AADKqLye3rck8oKTkwAAAOSNp1d5Nb+nYCdYAb9pfk8veXqVL+oYxUZISIiqVq2abXzbtm15uk40IyPD8EreQYMGmZLvN0lJSbp06ZLhXIsWLUzdq2XLlobjJ06cMBw/efKk4XiTJk1MyVPQOlFRUYbjVqtV9evXL0SiOzVs2NBw3NHXq6RLSUnR5MmT83zdblZWlqZMmaJbt245ORkAAAAAACiNaO4DAKCMGtS6pvy8cj+x5IdTcYq+keKCRAAAALnrdP9o+QVUK+oYKKH8Aqqp0/2jijpGsWK1WtWvX79s44mJidq1a1euz0dERCghIeGOMX9/f3Xq1Mm0jJJ05coVh3PBwcGm7uWoWdBRhosXLxqON2rUyJQ8jRo1MrwqODfnz583HA8ICJDNZlNycrIp/wUEBBjuEx0dne/MJcHrr7+us2fPGs55eHgYjl++fFmvvfaaM2MBAAAAAIBSijtIAAAoo7w83HR/uzpasOtcrmuX7bug5/s3c34oAACAXFSsVl3j3vintsz9WOcOHZQtLbWoI6EE8PAqrwZt2qn3I0/K269iUccpdkJDQ7VkyZJs45s3b1aPHj1yfHbjxo3Zxvr37y93k68+jomJMRx3d3dXpUqVTN3L39/fcPzatWvZxjIyMhQXF2e43qxc5cqVk7+/v+H+OYmNjTUcj4mJUbt27cyIVqD9S7L169dr9erVhnNt27bV2LFj9cILLxjOf/PNN+rRo4eGDBnizIgAAAAAAKCUobkPAIAybHRIYJ6a+77cf1H/16eJPNw49BcAABQ9b7+Kuu+Zl5SVlan4y5eVmWEr6kgoxtzcPVS5Vi1Zrfk/+aysaN++vQICArI1j23dulU2m83haWTp6enasmVLtnGzr+SVfr0K1Yivr6/pezmqmZaWlm0sJSVFdrvdcL2Pj49pmXx8fPLd3PfHExVdLSEhQXa7XRaLpUhzmCU6OlqvvPKK4Zybm5tmzJih4OBgrV+/Xjt27DBc99prr+nuu+9WrVq1nBkVAAAAAFCC2LJsir4Vretp19WyakuVdy9f1JFQzNDcBwBAGdashp/a1a2kAxdyftPnWuJtbT0eqwEta7goGQAAQO6sVjdVqRNY1DGAEs9qtap///5avHjxHeM3b97Url27dO+99xo+98MPPygxMfGOsWrVqql9+/amZzRqrJOc09xXoUIFw/H09PRsY6mpjk8P9fb2Ni1TQRoFb9++bdr+BZWenq5y5coVdYxCs9lseuaZZ5SUlGQ4/9BDD/1+PfRrr72mQYMGKTk5Odu6xMRETZkyRV988YWsVj48BwAAAABlld1u1+G4w1pxYoU2n9ustMxff+5Rzq2cBjYYqGmdpsnTzbOIU6K44CcIAACUcWNC6uZp3dLIC05OAgAAAKCohIaGGo5v3rzZ4TMbNmwwrOOMk9ocnY7naLwwbDbj00CLsknNy8sr389kZmY6IUn+GDVElkT//Oc/dfjwYcO5+vXr6+mnn/791zVr1nR4Na8kRUZGau7cuaZnBAAAAAAUf4npiVoWtUwj1o3Q+A3jtfbM2t8b+yTpduZtrTm9Rk9ueVK2LG4rwa9o7gMAoIwb3LqWKnjlfpjv96euKfqG8VVYAAAAAEq2u+++W9WqVcs2vnXrVmVkZGQbT0tL07Zt27KNO+NKXslxY53R6WiF5eh0NqMGu5xO53NUpyByOiHQEU/Pov+EvzOaL11t586dmj9/vuGcu7u73nnnHZUvf+eVSaNHj3Z44qUkffjhhzp27JipOQEAAAAAxZPdbteRuCN6dder6r2it2btnaWT8SdzfGbv1b0Kjw53TUAUe1zLCwBAGVfe003D76qthbvP57jObpe+3B+tZ/s1dVEyAAAAAK5isVjUv39/LVq06I7xhIQE7d69W927d79jfMeOHUpJufPDP3Xq1FGbNm2cks/RtbRmNtDlVvOPDVyOxnKrY2amnDjK9qc//UlTpkwpbKQyIS4uTlOmTHHYpPjUU0+pdevWhnOzZs3SkCFDFB8fn23OZrPpueee0+rVqwt0KiMAAAAAoPhLtiVr/dn1WnlypY7fOJ7v578+/bX61uvrhGQoaTi5DwAAaHSHvF3Nu3xftDIys5ycBgAAAEBRyM/VvEZX8g4cOND0TL8xOlVQkjIyMnTjxg1T94qJiclzBnd3d4fZrl+/blqmxMTEfD/jKNfly5cLG6dMsNvtmjJliuLi4gzn7777bj322GMOnw8ICNA//vEPh/NnzpzR7NmzC50TAAAAAFC8HLt+TK/tfk29vuyl1/e8XqDGPklKz0o3ORlKKpr7AACAmtfyU5vASrmui028rW1RsS5IBAAAAMDV2rVrpxo1amQb37JlizIzM3//dWpqqnbs2JFtnbOu5JWkWrVqOZw7frxgPyR3xNF1qXXq1DEcr1evnuF4VFSUKXni4+MNT3/LTc2aNQ3HL168WNhIZcLcuXO1c+dOwzlfX1/Nnj1bbm5uOdbo16+fhg0b5nA+LCzM8M8SAAAAAKBkSbGlaNXJVRr9zWiN+maUVp5cqZSMlNwfzIG/l79J6VDS0dwHAAAkSWNDAvO0bmnkBScnAQAAAFAUfrua94/i4+MVGRn5+6/Dw8OVmpp6x5qGDRuqWbNmTstWoUIFhw1+R48eNXUvR819gYHGr5kaN26crzr5VdAmwSZNmhiOnzhxwinXGZcmhw8f1gcffOBw/tVXX3XY7PlH06dPV+3atR3Ov/TSS6afPgkAAAAAcI0TN05o5p6Z6rWil2bsnqGj1837GcX44PGm1ULJRnMfAACQJA1uXUu+5dxzXRd+8pouJaTmug4AAABAyZOXq3k3bdqUbd6Zp/b9plWrVobjjk5XK4jo6GidP3/ecK5NmzaG4yEhIYbjBw4cUHp64a/QOXToUIGea9GihSwWS7Zxm82mPXv2FDbW72JiYnTy5EklJyebVrMoJSUl6ZlnnpHNZjOcHzx4sO6777481/P19dWbb74pq9X4R/FxcXF6+eWXC5QVAAAAAOB6qRmp+ur0Vxq3YZxGrBuh5SeWK9lm7mvih1s+rBZVW5haEyUXzX0AAECS5FPOXUPbOr7q6jd2u7R8X7QLEgEAAABwtbZt2xqekLdlyxZlZWUpLS1N33//fbb5gQMHOj1b165dDccjIyMVHW3Oa5RVq1bJbrdnG3dzc1P79u0Nn+nYsaNh41ZCQoK2b99e6Ezr1q0r0HP+/v5q3ry54dzXX39dmEh3mDlzpoYMGaJ27dqpY8eOuv/++/X0009r/vz5pu3hSq+88orD76datWppxowZ+a7ZsWNHTZo0yeH8tm3btHz58nzXBQAAAAC4zpmEM3pz75vq/WVvTY+YrsPXDpu+R23f2vqw54d65u5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+AGtYvHixDh8+bNg3ZcoUw+OP7sZK10kAtjty5IiSk5NN+318fDR69GgtXrzY4ZcIsmOW3+TmmtKOHTsMd4b4q127dhm2OyPvuv/++xUYGJilPSoqyvT+GMjvrHBNOnPmjGF7uXLlnDaGo+tTZjvLk3cBzmeF69JfWe2+i1wJcD2rXZcctX79etMdQF966SVVrFgxR3HJl2B13u6eAIB705kzZ3T9+vUs7T4+PobHn9jL7FjfY8eO6fbt2/L19XV4DADu1bNnTzVq1EjR0dF//nPlyhUVL17caWPcuHHDsN3WnSCs9mYkANcx+v27awv//fv3G7Y3aNDA4djBwcEqV65clrca09LS9Ouvv6ply5YOjwHAvSIjIzV//nzDvg4dOqhz5845ikueBOQ/9erV0z//+U+Hd125m8TERB0/ftywzxn5Tc2aNVWgQIEsu8rExsbqwoUL2T4sys28y9PTU3Xq1DE8RuvgwYOqWrWqw2MA+YmrrkmPPPKISpcu/ee61J3/LFGihNPGcHR9yuiIOYm8C3A1V12X/spq913kSoC1uOO65Ij4+HiFhYUZ9tWtW1cDBw7McWzyJVgdxX0A3MLsuIL77rvPKccVlClTRkFBQVkKCNPS0nTs2DHdf//9Do8BwL3atWtnegS3M2RmZioqKsqwr2jRojbFsNriCQDXSE1NNXwjuFKlSoZvEOemmJgYXbt2zbDPWYWGtWvXNjyy4MiRIxT3AfnA66+/rlu3bmVpDwgIyNFxvHeQJwH5R9GiRTVy5Ej16tVLnp65f1DMmTNnDHdUKFy4sFOOkPLx8VG1atX022+/Zek7cuSIaXFfZmam6Q5ezsy7jB5Y//rrr+rRo4dTxgDyOldfk5o1a6ZmzZrl6hhG91sS61NAXuHq69JfGf3+/f39dd9997l0HhK5EmAl7rwuOWLWrFmKiYnJ0u7l5aXp06fn6DjeO8iXYHUU9wFwC7MtsKtUqeK0MSpWrGi4O+CpU6co7gNwV0eOHDEtiLH1WmW0m0Tp0qWdursgAOs5c+ZMlp1eJPds4W+WcxUvXlyFCxd2yhhmD7hPnjzplPgA3Gfjxo3auXOnYd/zzz+vkiVL5jg2eRKQ9/n5+alv374aOnSoChUq5LJxzfKbypUrO22MihUrGhb3nTx5Ul27djX8zsWLFw2Pu/Lw8FClSpWcNi8jZi/RAvcSd12TcltcXJzpw2Zb16eMvu/j46OaNWs6NDcA2XP3dSkhIcGwOLh27dpuKeYhVwLcz93XJUccOnRI4eHhhn09evRwePdB8iVYHcV9ANzC7O2cChUqOG2M8uXL69ChQ1nazd50BIC/2rhxo2F7wYIFbTo+PCoqyvDYlL+/5XPixAnt2rVL+/fv1+nTp3X9+nUlJiaqQIECKl68uCpVqqRGjRqpXbt23EQAeYQtb/llZGRoz549ioiI0IEDB3Tx4kVdv35dt27dkr+/v0qVKqX77rtPTZs2VYcOHXJcQOOqnMsIOReQt6WkpGjOnDmGfRUqVNCAAQNyHJs8CcjbihQpol69eql///4qVqyYy8e3an5z9uxZw/YSJUrIz8/PbfMC8jt3X5Ny28aNG5WRkWHY17hx47t+32xn+WrVqsnX1/fPf4+MjNT27du1f/9+nThxQnFxcYqPj5ePj4+Cg4NVoUIF3X///XrooYfUqFGjnP9BwD3AKtclW3ehOnTokHbv3q39+/fr/Pnzunbtmm7evCk/Pz+FhISoSpUqatKkiR5++GHT4jlbkCsB7mOV65IjwsLCTHdwHzVqlEOxyZeQF1DcB8AtoqOjDdsd2fnh78x2fCCJB3A3N27c0OrVqw37WrVqZdPx4dktnmRkZGjt2rVauXKlYRGy9N9jxC9cuKALFy5o+/btmjt3rmrXrq1hw4apU6dOtv8xAFwuu99/YmKili1bpvDwcNOjv+Pj4xUfH6+TJ0/qm2++0fTp09WmTRuNGDHC7mMA3Jlzmf19APKGpUuXmt47TZw40aZ8yAx5EpB39ezZU2PHjlXBggXdNger5jfunNfVq1eVkpLi0LUZyIuscE3KTWlpaVqyZIlhX82aNVW6dOm7xjhz5oxSU1OztN+5t9y6dauWL1+u3bt3Gz4wT0tLU1RUlKKiorR792598MEHqlixop577jmFhoY6dPwdkB9Z6bqU3X1XSkqKVq9erVWrVpnuipyYmKjExESdO3dOW7du1VtvvaVmzZpp+PDhatGihd3zIVcC3MNK16Wc+uabb3Tw4EHDvhEjRig4ONih+ORLyAso7gPgFrGxsYbtISEhThvDLImPi4tz2hgA8qf3339fN2/eNOx78sknbYphtniSlJSkJ5980vAours5evSoRo0apebNmyssLExly5a1OwaA3Gf0+/f09NSvv/6qESNGmOZBZjIyMrRt2zb9+OOPeuaZZzRp0iSb32g2G8uZx16a5W/kXEDede3aNX344YeGfc2bN1eHDh0cik+eBORdVatWdfcULLumFBMTY1esnDD7GzMzM3Xt2jWnPhwH8gIrXJNy04oVK0yLim1dnzp69Khhu5eXl/r06aO9e/faPa/z589rypQpWrFihWbOnMkOysBfWOm6ZHbfdenSJXXu3DlHG2Hs2bNHe/bs0aOPPqpp06apaNGiNn+XXAlwDytdl3Iiu5MlKlWqpN69ezs8BvkS8gJPd08AwL3JLIkvUqSI08YoXLiwYbvR8U8AcMfhw4e1bNkyw75KlSrp4YcftimO2eLJhx9+mKMH1n8VERGh0NBQ7d6926E4AHKH0W88IyNDM2bMsLuw7+8xVq1apWeeeUZ//PGHTd8xy7mCgoJyPI+/K1SokGF7WlqaaaE0AGtbuHCh4uPjDftGjx7tcHzyJACOsOqaklme54q8S2K9C8hvoqKiNHfuXMO+IkWK6Omnn7Ypjlne9dlnn+XoQfXfY/fs2VPr1693KA6A3GH2+58zZ47DJ1x9++23Cg0Ntev+jVwJQE6Eh4crMjLSsO+ll16St7fj+5mRLyEvoLgPgMtl96A3ICDAaeOYxTJ7SAUAiYmJGj9+vDIyMgz7x4wZI09P29Ins5sBZ7l+/bqGDh2qbdu25eo4AOwTGRmZ67nGyZMn9eyzz5ouavyV2cKlK3IuibwLyIvi4uK0atUqw76HHnpIjRo1cngM8iQAjnBnfpOQkGB4DJP032tPbs+rQIEC8vHxMewj7wLyj7S0NE2YMEFJSUmG/c8//7wCAwNtipXbedetW7c0btw40/wRgHukpKTozJkzuTrGH3/8ob59++rw4cM2fZ5cCYC9UlJS9NFHHxn2VatWTV26dHHKOORLyAs4lheAy92+fdu0z5lJvL+/v2F7cnKy08YAkH+kp6dr7Nix+v333w37H3zwQT366KM2xbpx44ZNu2oFBQWpU6dOevDBB1WtWjUVKVJEt2/fVmxsrE6fPq3t27fr+++/Ny2ITklJ0ejRo7Vs2TLVr1/fprkByF22vrFcsWJFde3aVU2bNlWlSpUUGBio+Ph4xcXF6dChQ9q+fbt27txpWmx86dIlDRkyRKtXr872DWezvMsVOZck04dRAKxryZIlpr/dkSNHOhyfPAmAo9yZ36SnpyslJUW+vr5Z+lJSUnJ9XnfiGT0cJ+8C8o9//vOf2rdvn2Ff9erV1a9fP5tj2XKP6u/vr44dO6pt27aqUaOGihYtqoyMDMXExOj8+fPasWOHtm7dano0eWZmpqZNm6aQkBCbT7wAkLtOnz6t1NTUu36uZMmS6tq1qx544AFVqVJFhQsXVlJSkmJjY3Xs2DFt375dP/zwg2meEx8fr2HDhunzzz9X+fLlsx2LXAmAvb744gtdunTJsO+ll16yeTOOuyFfQl5AcR8AlzNL4CU5ZevcO7y8vAzb09LSnDYGgPzj9ddf1w8//GDYV7RoUc2YMcPmWHd7y8fLy0tDhw7Vc889Z7h4UbJkSdWuXVvdu3dXXFyc5s+frxUrVhgW+dy6dUujR4/W2rVrbX5rG0Duudvvv0iRInrllVf02GOPZVl8KFy4sMqVK6f69eurb9++OnXqlN566y3t2LHDMNbvv/+uV199Vf/+979NxzNbyHVmzpVdLPIuIG+5fv26Vq5cadjXvn171atXz+ExyJMAOMpsXclV+U1qaqpdxX3OnJfEeheQ3y1YsMB0VxdfX1/Nnj3b5utKZGSkEhISsv1Mz549NXr0aAUHB2fpK168uGrWrKlHH31UkydP1scff6yFCxcaFllnZGRo0qRJ+vrrr1WmTBmb5gcg99ztvsvX11djx47VP/7xDxUoUOB/+ooUKaLSpUurbt266tGjx5/HhK9du9YwVlxcnMaMGaPPPvss2+sTuRIAe6Smppru2lezZk098sgjThmHfAl5BcfyAnA5VxX3mcWy5W0lAPeWt956S59//rlhn5eXl+bMmaMSJUrYHC+7xZOQkBB9/PHHGj16tE1vJQYHB2vKlCl67733THePiIqK0rx582yeH4Dcc/ToUdO++++/X//5z3/0+OOP2/RWYbVq1bRo0SINHz7c9DObN2/Wd999Z9pvlneZLXTmRHaxWDgF8pZVq1aZ7oQ3ePBgp4xBngTAUWbrOu7Ob1yRd2UXj7wLyPuWLVumd99917R/6tSpqlGjhs3xssu7AgMDNXfuXL3xxhuGD6r/LiAgQCNGjNDSpUtNPx8fH6/p06fbPD8AuSe733/lypUVHh6u/v37ZynsM1K2bFnNmjVL06ZNM33udvjwYS1fvjzbOORKAOyxadMmRUVFGfYNGjRIHh4eThmHfAl5BcV9AFwuPT3dtM8VC7HZjQ/g3vPWW29pyZIlpv2TJ09Wq1at7IppdjNQuHBhLV++XM2bN7crniQ9/PDDmj9/vmlB0GeffWZ6owPAdcy28K9Tp46WLl2aozfyRo0apREjRpj2z549W5mZmYZ9ZguXrtrZhrwLyDvS09NNd4mpV6+emjRp4pRxyJMAOMoV+U1261Nm+Y0r5pVdPB5YA3nbsmXLsn3QO3DgQD399NN2xTTLu3x8fLRw4UJ17tzZrnjSf19aW7p0qfz8/Az7t27dqgMHDtgdF4Bzmf3+y5Ytq5UrV9pVKHxHr1699M9//tO0f/78+dkefUuuBMAeZgXDJUqUUJcuXZw2DvkS8gqO5QXgctktkBodpZRTZoutPj4+ThsDQN6VmZmpadOm6bPPPjP9zPPPP6++ffvaHXvgwIFq0aKFIiMj//wnKipKb775pipVqpTjObdo0ULDhw/Xe++9l6UvNTVVy5cv18SJE3McH4Dj3nzzTV24cEGRkZG6ePGiLl68qJs3b2r+/PmGx7fZ6sUXX9S+ffv0888/Z+k7d+6cfvzxR7Vt2zZLnytedshucZS8C8g7tmzZokuXLhn2DRgwwGnjkCcBcJSXl5dh/uHM/Ca7WGb5jateMjXLvWzZeQeANS1cuFBz5swx7e/evXuO8pjHHntMlStX/vP+9M5/Dh8+XI0bN87xfKtVq6apU6dq8uTJhv2ffPKJGjVqlOP4ABw3ZswYnT179s/ffmRkpK5evar333/fpt2nzISGhmrPnj366quvsvTduHFDX331lXr37m34XXIlALY6cuSIfvnlF8O+Pn36OHXNmXwJeQXFfQBcLrv/w3XmmzMk8ADMpKamauLEidqwYYPpZ/r27auXX345R/Fr1aqlWrVq5XR62Ro6dKhWrVqlmJiYLH0bN27UhAkTnLYdOQD7tWrVyu7dPm3h6empiRMn6sknnzTsX7dunWFxn1ne5aqH3+RdQN6xYsUKw/ZSpUqpU6dOThuHPAmAo3x8fNxa3GeW37gi78ouHi9VAHlPf+gXSQAAIABJREFUZmam3n777WxPlHjkkUcUFhaWoxymSpUqqlKliiNTNBUaGqpPP/3UcPf6bdu2KTExUYGBgbkyNoC7a9y4sUNFKdkZO3asNmzYYHjM7rp160yL+8iVANjKbNc+Pz8/9ezZ06ljkS8hr+BYXgAuR3EfAHdKTEzU0KFDsy3sGzRokKZMmeLCWdnO19dXffr0Mey7fPmyTpw44eIZAXCV2rVrq2XLloZ9O3bsMDya1yzvckXOJZF3AXnF+fPntWfPHsO+Hj16OP2YpNxCngTcG1yR36Smppr22Vvcl12snGC9C8gfUlNTNWHChGwL+7p06aJ3333XsrnY4MGDDdtTUlIMd50HkD+EhITo8ccfN+z75ZdfdOPGDcM+ciUAtkhMTNQ333xj2Ne5c2cFBQW5eEaOIV+Cs1DcB8Dl/P39Td80TE5Odto4SUlJhu0k8MC96/Lly3r22Wf1008/mX7mhRdesPyRbe3btzftM9uqHED+YPb7v3Hjhs6dO5elPSAgwPDzZnlSTty8edO0j7wLyBvWrl1r2O7h4aEnnnjCxbNxDHkSkP+5Ir8xi+Xt7S1PT+MldbN5OXOtS2K9C8gPEhISNHjwYNMcTPrvTi+zZ8+2bGGfJLVr1870mnjo0CEXzwaAK5ndd2VmZurw4cOGfeRKAGyxefNm3bp1y7AvNDTUxbNxHPkSnIXiPgAu5+XlpUKFChn2JSYmOm0cswQ+r1X0A3COI0eOqEePHqY7tnh4eGjKlCkaPXq0i2dmv+rVq5tey86ePevi2QBwpaZNm5r2Gf3+za4V2RXk2Su7B+nkXUDesH79esP25s2bq1y5ci6ejWPIk4D8z535TXa5jSvmlZKSYrq7DXkXkDdERkaqZ8+eioiIMP3MoEGDNGPGDHl5eblwZvYrVKiQatSoYdhH3gXkb40bNzbdxMPs90+uBMAW69atM2yvUKGCmjRp4uLZOI58Cc5CcR8AtzBLohMSEpw2htnW38WKFXPaGADyhs2bN6tPnz6Kjo427Pfx8dHs2bPVt29fF88sZzw8PFS5cmXDvsuXL7t4NgBcqUqVKqZ9Rr9/V+Rc8fHxhu2BgYHy9fV12jgAcsehQ4f0+++/G/blxTeiyZOA/M+d+U12a0runJckFS9e3GnjAMgd+/btU48ePXTmzBnDfg8PD02YMEETJ040LZqxmvvuu8+w/dKlSy6eCQBXKlKkiGnuYXbfRa4E4G6io6NNj6p98skn80x+9HfkS3AGivsAuEVISIhhe0xMjNPGiI2NNWynuA+4tyxatEgjR4403d6/cOHCWrRokbp16+bimTmmSJEihu3OfNMRgPUUKFBA/v7+hn1GO8y4Iucyi0XOBeQNmzZtMmz38/PTI4884uLZOAd5EpC/WTW/cee8fHx8TK99AKxh3bp1GjhwoK5du2bYX6BAAc2ePVuDBw928cwcY3btceZR6QCsyd6d+MiVANzNli1blJGRYdjXvXt3F8/GeciX4Aze7p4AgHtTuXLltH///iztV69eddoYZrFKlCjhtDEAWFd6erqmTZum1atXm36mbNmyWrhwoapWrerCmTlHYGCgu6cAwE0CAwMNb/wzMzOztJkdp0nOBeCOH3/80bC9VatW8vPzc/FsnIM8CcjfrJrfuHNeZg/LAVjD/PnzNW/ePNP+oKAgvf/++3n2qDkjRvenAPIXe++7yJUA3M0PP/xg2F6rVi3Ta0heQL4EZ6C4D4BblC9f3rA9MjLSaWNcuHDBsN1s61sA+UdKSorGjBmjLVu2mH6mbt26WrBgQZ69sTd7A9LsjUkA+Yc9v3935lzZHSEMwBoiIyNNj4Xr2LGji2fjPORJQP5m1TUls3ldunRJ6enp8vLyyrV5kXcB1pSRkaHp06drxYoVpp8pX768Fi5cmGd/x2Z5V9GiRV08EwCuZu99F7kSgOwkJycrIiLCsK9Dhw4uno1zkS/BGTiWF4BbmO2Sdf78eaeNYZbE58UdugDY7ubNmxoyZEi2hX0dOnTQ8uXL82xhnyTduHHDsJ2H1kD+lpaWZtfiabVq1Qw/e+nSJaWkpDhlTmY5l9nYAKzD7I1ob29vtW3b1qVzcSbyJCB/s+qaUpkyZeTv75+lPTU1VVFRUbk6L/IuwHrS0tI0fvz4bAv7GjZsqM8//zxPF51cv37dsJ28C8j/7L3vIlcCkJ3du3fr9u3bhn15vbiPfAnOwM59ANyibt26hu0nTpxQZmamPDw8HIp/8eJFwxsLb29vVa5c2aHYAKzr5s2bGjp0qPbt22f6mQEDBmjixIny9MyddxyuXLmiK1euKC4uTrGxsYqNjVVcXJzq1q2rbt26OW2cP/74w7A9LxcsAnlZRkaGLly48Odv/q+//9DQUNWpU8cp45j99iXj339wcLBKly6tS5cu/U97enq6Tp48aZqT2ePo0aOG7bxQAVjfzp07DdsbN26cKwuM5EkAnKFmzZry8fFRamrq/7RfvnxZcXFxCg4Odih+SkqKTp06ZdiX3YNhT09P1a5d2/B+9NixY6pQoYJD85LIu4C8Ii0tTWPHjtWmTZtMP9OlSxe99dZbKlCgQK7MITY2VpcvX/4z34qJiVFsbKzKli2rPn36OG0c8i7AeiIjI//nfuvOf2/Tpo1at27tlDFu376tuLg4wz6z3z+5EoDsmK1RlStXTjVr1syVMcmXkJdQ3AfALcqXL6+goKAsleqJiYk6e/asw0fnHj582LC9Xr16ubZgAsC9bt++rWHDhpkW9nl6emry5Mnq169frs5jwoQJ+vnnn7O0t2jRwmkPraOionT58mXDvvvvv98pYwCwT0ZGhrp165blIbMkFStWzGnFffv37zds9/HxMR2jfv36WYr7pP/mS44W98XGxhq+Xe3j46MGDRo4FBtA7srIyNCBAwcM+1q1apUrY5InAXCGAgUKqHr16vrtt9+y9P36669q06aNQ/GPHz9umNOVKFHC9Di5O+rXr294T3r48GE9+uijDs0rPT1dR44cMexr3LixQ7EBOE9GRoYmTJiQbWHfoEGDNGHCBIdfcM/OnDlz9MUXX2Rpr1ChgtMeVqekpJhel8i7APcZOHCgIiMjs7QnJSU5rbjv0KFDhvmSlP3vn1wJgBmzZ3u5tUYlkS8hb+FYXgBu07JlS8N2s8p8e+zYscOwvUWLFg7HBmA9GRkZGjt2rPbu3WvYX6BAAc2dOzfXC/sk850cjhw5orS0NKeMERERYdhOMQ3gPt7e3qZHKR06dMhp45j9/uvVqydfX1/DPrP8Z9euXQ7PxyznatCggeFRKwCs4+TJk4qPjzfse+CBB3JlTPIkAM5itqbkjPxm+/bthu22rCnlZt514MABJSUlZWkvXbo0p1QAFhIWFqYNGzYY9nl4eOiVV17RxIkTc7WwT5KqV69u2H7hwgXT3bbsdfDgQdPj85o0aeKUMQDYz+y+yxXrUyVLlsz2ZQhyJQBG4uPjTXdPz601Kol8CXkLxX0A3ObBBx80bN+yZYtDcVNTU/XDDz8Y9uVmdT8A95k9e7bptcPf318LFy50+M0/W9WoUcOwPSEhwSmLFJK0atUqw/YGDRrIz8/PKWMAsJ/ZYsBPP/2kGzduOBz/2rVrprs/ZLfIYZZz/fTTT7p586ZDc9q8ebNhOzkXYH1mO4EGBgY65chuI+RJAJzFLL/57rvvlJmZ6VDs7777zrDdlvymWbNmhi9cHDt2zHAHHXuQdwHWt2LFCi1dutSwz9vbW7NmzXLJi6eS+f2ppGx3FbTHZ599ZthepkwZVaxY0SljALCf2e//1KlTOnPmjMPxU1NTtWbNGsO+uxXhkCsBMHLgwAFlZGQY9jVv3jzXxiVfQl5CcR8At2nfvr3hEbl79+7V6dOncxz322+/NaymL1++PFtvA/nQli1btHjxYsM+f39/ffTRRy7dtbNVq1amb18bbe9tr71795q+ZdmrVy+H4wPIObOHzCkpKVq/fr3D8VesWKHk5OQs7V5eXurRo4fp98qVK2dYqJOUlKSvv/46x/O5dOmS4QsVHh4e6t69e47jAnCNX375xbC9Xr168vLyypUxyZMAOEvjxo0VEhKSpT0qKsp05z1bHDx4UMeOHcvSHhAQoA4dOtz1+wULFlTbtm0N+8yKj22RXd72xBNP5DguAOc5fPiwwsLCDPu8vLw0Z84cPfbYYy6bT6NGjRQQEGDY54y8KzIy0rSQpmfPng7HB5BzZutTkkyL8uyxYcMGXb582bDvbvdd5EoAjJitUVWoUEHFihXLtXHJl5CXUNwHwG2CgoJMF0bnzJmTo5gpKSn617/+ZdjXo0ePXD/uAIBrxcbG6tVXXzXs8/T01KxZs1y+rXWZMmXUtGlTw77Nmzfr8OHDOY6dlJSkKVOmGPaFhISoU6dOOY4NwHEdO3Y0PYr2gw8+cGiXvJMnT2rhwoWGfR06dFCZMmWy/f7TTz/t9Hm98847Sk9Pz9LeqlUrlStXLkcxAbjO8ePHDdtr166da2OSJwFwFm9vb9MHtXPnzjXd9eFuZs+ebdjerVs304c+f2eWd61YscL0QfjdLFy40HAn6EqVKpleVwG4zu3btzV+/HilpqYa9k+ePNnluUjBggVNT7E4cuSIQ7vRZGRkaPLkyYb3g76+vnrmmWdyHBuA4xo3bmy6LrNy5UpdunQpx7Gjo6M1c+ZMw766deuqUaNGd41BrgTg79yxRiWRLyFvobgPgFv16dPHsP37779XeHi43fHCwsJ0/vz5LO3+/v6mNwwA8q4ZM2bo2rVrhn2jRo2yaWeF3PDUU08ZtmdmZurVV1/NUSFNZmamXnvtNf3++++G/UOGDJGPj4/dcQE4j7+/v+kDm6tXr+rNN9/MUdz4+HiNGTNGt2/fztLn5eWloUOH3jXGY489pqCgoCzt0dHRev311+2e0zfffKO1a9ca9rnqmCkAOZeSkqKzZ88a9uXWkbx3kCcBcJZevXoZ/raPHj1q+uJndhYtWqR9+/Zlaff09DRdvzLSunVrVa5cOUt7cnKyxo8fb/hwJzsHDhzQokWLDPv69+9vVywAueP99983zUOeeeYZ9e3b17UT+v+Fhoaa9oWFhSk6OjpHcefNm6e9e/ca9vXs2VPBwcE5igvAOTw8PPTkk08a9t26dUtTpkxRWlqa3XFTUlI0fvx40/X4F154waY45EoA/s6suK9OnTq5Pjb5EvIKivsAuFXjxo3VunVrw75p06YZHvVmZuHChVq5cqVh3+DBg3N1214Arvfrr79qw4YNhn0NGza0qdgltzz22GOqVauWYd/x48c1cuRIJSUl2RwvLS1N48ePNy2kadCgAcU0gEWMHDlSfn5+hn1ffPGF5s6da1e8q1evqk+fPjp16pRhf//+/W0qxAkMDNTgwYMN+9auXat3333X5jlFRERo0qRJhn3NmjVTmzZtbI4FwD1Onz5t+jCnRo0auTo2eRIAZylXrpzpg5gPPvhAq1evtjnW+vXrTU+ReOKJJ1S9enWbY3l6euqll14y7NuzZ4/p7g1GTp06peHDhxvuBlapUiX16NHD5nkByB2XL1/Wp59+athXoUIFTZ482cUz+n+aNm2qdu3aGfZdvnxZw4YNU2xsrF0xZ8+erQULFhj2lS1bVi+//LLd8wTgfAMHDlSJEiUM+3bu3KlXX33VrgK/mzdv6rnnntPPP/9s2P/oo4/a/KI9uRKAv7px44bpjqI1a9bM9fHJl5BXUNwHwO0mTpyoAgUKZGlPTU3Viy++qMWLF2d7nEpSUpKmTp1qughbpkwZDRw40GnzBWAN8+fPV2ZmpmHfwYMHVatWLdWoUSNX/jErarnDy8tLU6dONT0KfOfOnerRo4dNR88dPnxYPXv21Lp16wz7CxQooBkzZsjTk7QOsILSpUtn+6byBx98oBEjRujKlSt3jbV+/Xo9+eSTOnHihGF/pUqVNGrUKJvn1rdvX1WqVMmwb8GCBRo/frwSEhJMv5+ZmamVK1dqyJAhunXrVpZ+b2/vu14fAVjDuXPnDNs9PT1Vvnz5XB2bPAmAM7300kuGuxNL0tSpU/XWW28Z7n58R2pqqv79739r3LhxhmtPgYGBduVbd3Tp0kVNmjQx7Pv66681dOjQu+aDmzZt0rPPPmu6O86ECRPYlRSwgEWLFhneH0nShQsX1LBhw1xbn7JlR8BXXnlFvr6+hn1Hjx5VaGiodu7cedc4586d06BBg/TRRx8Z9nt4eOjNN9+Uv7//XWMByH0BAQGaOHGiaf+XX36pfv36me7o/lc7d+5UaGioaWFfUFCQXnvtNbvmR64E4A6zNSpJpmvZzka+hLzA290TAIDq1atr1KhRmjVrVpa+tLQ0vf322woPD1evXr30wAMPqFSpUsrIyNCFCxe0Y8cOrVq1SjExMYaxvb299c477yggICC3/wwALhQVFWXXzp7u0KhRI40cOVLz5s0z7D99+rR69OihBx98UI888ogaNGig4sWLKz09XdHR0frtt9+0adMm/fzzz9kWOE+fPl1Vq1bNrT8DQA4MGjRIe/fu1Y4dOwz7t2zZoh9//FHdunVT27ZtVb16dRUtWlSJiYmKjo5WRESENm7cqJMnT5qOUahQIb333nsqWLCgzfPy8/PTzJkz1bt3b8M3oNeuXavt27frmWeeUZs2bVS5cmV5e3srOjpae/bs0erVq00LDSVpzJgxLjkqAYDjoqKiDNvLlClj+OKVs5EnAXCWkJAQvfbaa6Y7HyxZskQbN25Ur1691KpVK5UrV04eHh76448/tHv3bq1atUqRkZGm8adPn65SpUrZPS8PDw/NnDlT3bt3N9yNdOfOnXr00Uf11FNPqUOHDrrvvvtUsGBBxcbG6uDBg1qzZo32799vGr937956+OGH7Z4XAOdKSkrSV1995e5pZKt8+fJ64403NGnSJMOXZC9fvqzBgwerYcOGfxbbhISEyNPTU9HR0Tpx4oQ2b96s7du3G+6MdceoUaPUokWL3PxTANipW7du2r17t9asWWPYv3//fnXr1k0dO3ZU+/btVbduXQUHB+v27duKjo7WgQMHtGnTJh08eNB0DB8fH82bN8/uk7PIlQDc8ccffxi2+/j4qEyZMi6ZA/kS8gKK+wBYwuDBg3Xs2DGtX7/esP/cuXMKCwuzO+7//d//qWHDho5OD4DFfPfdd9k+yLWK4cOHKyYmRitWrDD9zI4dO0wLgO5m0qRJevzxx3M6PQC5xMfHR//617/Uv39/052nUlJS9OWXX+rLL7+0O35AQIDmz5+vatWq2f3dhg0baurUqaZvVF+/fl0LFy7UwoUL7YrbpUsXDRo0yO75AHAPs4XTihUrumwO5EkAnKVLly46duyYaf5y+fJlzZ07V3PnzrUr7pAhQ9S5c+ccz6t8+fJ69913NXz4cMMXK5KTk7V8+XItX77crrhNmjRht2TAIn766SclJia6exp39cQTTygmJsbw5fo7Dh48mG0BT3b69u2b7Q72ANznjTfeUFxcnL7//nvD/vT0dG3atEmbNm2yO7aPj4/efvttPfDAAzmaG7kSAMn8BdSyZcvK29t15UzkS7A6ziUBYAl33tLp2rWr0+JNnTpVvXv3dko8ANZiy/bXVjFlyhS98MILTj0OztfXV2FhYRw5DliYv7+/Fi1apHbt2jk1bsmSJbV06VI1a9YsxzF69eql//u//zM9EtNe3bp10+zZs50WD0Dui46ONmwvWbKkS+dBngTAWcaMGePUFw0GDx6s8ePHOxynbdu2euedd5y2K2qzZs300UcfuWSXVQB3l5fWp4YMGaKpU6c69frh6empl19+WVOmTHFaTADO5eXlpblz56pHjx5OjVu4cGHNnz9fXbp0cSgOuRIAq6xRSeRLsDaK+wBYho+Pj+bMmaOxY8fKx8cnx3FCQkK0YMECCvuAfOzs2bPunoLNPD09NXr0aC1ZskQlSpRwOF6dOnUUHh6u0NBQJ8wOQG4qUqSIFixYoMmTJ8vX19fheF26dNHatWtVt25dh2P1799fH374od3HpvyVj4+Pxo4dq1mzZsnLy8vhOQFwHbMdZkJCQlw6D/IkAM7i4eGhiRMnKiwsTP7+/jmOExgYqBkzZmjChAlOm1unTp20YsUKVahQIccxPD09NWDAAC1atMihvw+Ac+Wl9Snpv8dUrl69WlWqVHE4VsWKFfXpp5/q+eefd8LMAOQmX19fTZ8+XXPmzFHhwoUdjteyZUt9/fXXeuihh5wwO3Il4F5nlTWqO8iXYFUU9wGwFA8PDw0dOlTr1q1T165d7SryK1y4sAYNGqR169apbdu2uTdJAG4XGxvr7inYrUWLFtq6daumTZuWoyPv6tWrp9mzZ+uLL75QjRo1cmGGAHLLgAEDtG3bNj3//PMqUqSIXd/18vJS+/bttXr1ar377rsKCgpy2rzatGmjTZs26bnnnrNrcdfb21tdunTRl19+qaFDhzp1xy0ArpGcnGzY7kjBryPIkwA4S2hoqDZt2qSePXuqYMGCNn+vYMGCeuaZZ7Ru3To99dRTTp9X/fr1tW7dOo0dO9auh1QeHh566KGHtHz5cqe9MALAefLi+lTt2rW1fv16vfPOO6pdu7bd37/vvvv02muvacOGDQ7tKA/A9bp166Zt27Zp3LhxdhfNeHh4qHnz5lq4cKE+/vhjlSlTxqlzI1cC7l1WW6OSyJdgTR6ZmZmZ7p4EAJiJiYnRd999pz179ujUqVO6fPmykpKS5O3trSJFiqh48eJq0KCBmjRponbt2vFGDoA8ISMjQ8eOHVNERIT27t2rqKgoXb9+XdevX1dGRoYCAgJUokQJVa5cWQ0bNtSDDz6oqlWrunvaAJzg9u3bOnDggCIiInTw4EFdvXpV169fV3x8vDw9PRUYGKiyZcuqatWqatq0qR588EGXvKV469Ytbdu2Tbt379bx48cVGRmphIQESf/dgbBo0aKqWbOmGjdurPbt27vlWAQAzvPZZ58pJiYmS3vHjh1Vs2ZNN8zo/yFPAuAsCQkJ2rp1qyIiInTixAlFRUXp5s2b8vT0VOHChVWsWDHVqVPnzzWlokWLumReaWlp2rlzp3bt2qXffvtNFy5cUHx8vNLT01WoUCEFBQWpevXqatSokdq2bat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      "text/plain": [
       "<Figure size 3000x3000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = res.x\n",
    "t = np.linspace(0, 180, 100)\n",
    "x1 = np.array([1.359, 1.657, 1.347, -.16, -1.01])\n",
    "Yp = Z(x, t)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "catalysis_data.plot(ax=ax, style='s', x=0)\n",
    "ax.plot(t, Yp[:, 0], color=sns.color_palette()[0], label='Model NO3-')\n",
    "ax.plot(t, Yp[:, 1], color=sns.color_palette()[1], label='Model NO2-')\n",
    "ax.plot(t, Yp[:, 2], color=sns.color_palette()[5], label='Model X')\n",
    "ax.plot(t, Yp[:, 3], color=sns.color_palette()[2], label='Model N2')\n",
    "ax.plot(t, Yp[:, 4], color=sns.color_palette()[3], label='Model NH3')\n",
    "ax.plot(t, Yp[:, 5], color=sns.color_palette()[4], label='Model N2O')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Questions\n",
    "\n",
    "+ Are you satisfied with the above model calibration?\n",
    "+ Does it payoff to get analytical derivatives?\n",
    "+ Ok. Derivatives are great. Can you think of way to get them using without messing too much with the solver? "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Shortcomings of the Classic Approach\n",
    "\n",
    "There are several shorcomings of the classical approach to model calibration which we will remedy in the next lecture.\n",
    "Here we briefly mention some:\n",
    "\n",
    "+ The problems are ill-posed. Solutions may not exist. More than one solutions may exist.\n",
    "+ No apparent way to quantify uncertainties.\n",
    "+ No systematic way to account for prior knowledge."
   ]
  }
 ],
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